A Hybrid Data-Physics Framework for Reservoir Performance Prediction with Application to H2S Production

Conditioning of deep-learning surrogate models to image data with application to reservoir characterization

(2021) Cong Xiao et al.   KNOWLEDGE-BASED SYSTEMS

Field observations of reservoir souring development and implications for the Extended Growth Zone (EGZ) souring model

(2021) I. Skjevrak et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Hybrid physics and data-driven modeling for unconventional field development and its application to US onshore basin

(2021) Jaeyoung Park et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

A general physics-based data-driven framework for numerical simulation and history matching of reservoirs

(2021) Xiang Rao et al.   Advances in Geo-Energy Research

The Open Porous Media flow reservoir simulator

(2020) Atgeirr Flø Rasmussen et al.   COMPUTERS & MATHEMATICS WITH APPLICATIONS

Deep-learning-based surrogate model for reservoir simulation with time-varying well controls

(2020) Zhaoyang Larry Jin et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

A data-driven shale gas production forecasting method based on the multi-objective random forest regression

(2020) Liang Xue et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

INSIM-FT in three-dimensions with gravity

(2019) Zhenyu Guo et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Bayesian deep convolutional encoder–decoder networks for surrogate modeling and uncertainty quantification

(2018) Yinhao Zhu et al.   JOURNAL OF COMPUTATIONAL PHYSICS

The linear random forest algorithm and its advantages in machine learning assisted logging regression modeling

(2018) Yile Ao et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

A Physics-Based Data-Driven Numerical Model for Reservoir History Matching and Prediction With a Field Application (associated discussion available as supporting information)

(2016) Hui Zhao et al.   SPE JOURNAL

An Adaptive Ensemble Smoother With Multiple Data Assimilation for Assisted History Matching

(2016) Duc H. Le et al.   SPE JOURNAL

Efficient Production Optimization With Flow-Network Models

(2014) Pongsathorn Lerlertpakdee et al.   SPE JOURNAL

Ensemble smoother with multiple data assimilation

(2012) Alexandre A. Emerick et al.   COMPUTERS & GEOSCIENCES

Application of a 3D Reservoir Simulator with Biodegradation Capability to Evaluate Reservoir Souring Predictive Models

(2010) M. A. Farhadinia et al.   PETROLEUM SCIENCE AND TECHNOLOGY